Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 20 de 37
Filter
1.
J Thromb Haemost ; 20(3): 767-776, 2022 03.
Article in English | MEDLINE | ID: mdl-34897975

ABSTRACT

BACKGROUND: Thromboembolic disease is one of the major causes of mortality and morbidity in pregnancy and the puerperium, with 1 death per 100 000 births attributed to venous thromboembolism (VTE). Factors associated with development of thrombosis are all present in pregnancy, with some of these changes seen from conception. OBJECTIVE: Given how common early pregnancy loss is, the aim of this review is to evaluate the uncertainty surrounding the risk of VTE following early pregnancy loss and termination of pregnancy. METHODS: A structured literature search was conducted to identify existing evidence as well as international pregnancy-specific guidelines regarding assessment and prevention of VTE risk in pregnant women. This review was reviewed, critiqued, and approved by all members of the International Society on Thrombosis and Haemostasis subcommittee for Women's Health Issues in Thrombosis and Haemostasis. RESULTS: Four published original research studies, one clinical comment paper, and six guidelines were reviewed. Despite clear evidence of the increased risk of VTE in pregnancy, there is a lack of guidance regarding evaluation and management after early pregnancy loss. CONCLUSION: International collaborative research to determine the risk of VTE and its prevention in women undergoing surgical termination of pregnancy or following surgical management of early pregnancy loss is urgently needed. Pregnancy-specific risk assessment taking into account preexisting risk factors is advocated. Education of health care professionals involved in early pregnancy care and guidance on management, albeit based on limited existing evidence, are necessary to highlight the need for individualized care.


Subject(s)
Abortion, Spontaneous , Pregnancy Complications, Cardiovascular , Thrombosis , Venous Thromboembolism , Abortion, Spontaneous/etiology , Female , Hemostasis , Humans , Pregnancy , Pregnancy Complications, Cardiovascular/diagnosis , Pregnancy Complications, Cardiovascular/therapy , Risk Factors , Thrombosis/complications , Venous Thromboembolism/diagnosis , Venous Thromboembolism/prevention & control , Women's Health
2.
Acta Obstet Gynecol Scand ; 101(1): 46-55, 2022 Jan.
Article in English | MEDLINE | ID: mdl-34817062

ABSTRACT

INTRODUCTION: There is no global agreement on how to best determine pregnancy of unknown location viability and location using biomarkers. Measurements of progesterone and ß human chorionic gonadotropin (ßhCG) are still used in clinical practice to exclude the possibility of a viable intrauterine pregnancy (VIUP). We evaluate the predictive value of progesterone, ßhCG, and ßhCG ratio cut-off levels to exclude a VIUP in women with a pregnancy of unknown location. MATERIAL AND METHODS: This was a secondary analysis of prospective multicenter study data of consecutive women with a pregnancy of unknown location between January 2015 and 2017 collected from dedicated early pregnancy assessment units of eight hospitals. Single progesterone and serial ßhCG measurements were taken. Women were followed up until final pregnancy outcome between 11 and 14 weeks of gestation was confirmed using transvaginal ultrasonography: (1) VIUP, (2) non-viable intrauterine pregnancy or failed pregnancy of unknown location, and (3) ectopic pregnancy or persisting pregnancy of unknown location. The predictive value of cut-off levels for ruling out VIUP were evaluated across a range of values likely to be encountered clinically for progesterone, ßhCG, and ßhCG ratio. RESULTS: Data from 2507 of 3272 (76.6%) women were suitable for analysis. All had data for ßhCG levels, 2248 (89.7%) had progesterone levels, and 1809 (72.2%) had ßhCG ratio. The likelihood of viability falls with the progesterone level. Although the median progesterone level associated with viability was 59 nmol/L, VIUP were identified with levels as low as 5 nmol/L. No single ßhCG cut-off reliably ruled out the presence of viability with certainty, even when the level was more than 3000 IU/L, there were 39/358 (11%) women who had a VIUP. The probability of viability decreases with the ßhCG ratio. Although the median ßhCG ratio associated with viability was 2.26, VIUP were identified with ratios as low as 1.02. A progesterone level below 2 nmol/L and ßhCG ratio below 0.87 were unlikely to be associated with viability but were not definitive when considering multiple imputation. CONCLUSIONS: Cut-off levels for ßhCG, ßhCG ratio, and progesterone are not safe to be used clinically to exclude viability in early pregnancy. Although ßhCG ratio and progesterone have slightly better performance in comparison, single ßhCG used in this manner is highly unreliable.


Subject(s)
Pregnancy, Ectopic/diagnosis , Prenatal Diagnosis , Adult , Chorionic Gonadotropin/metabolism , Chorionic Gonadotropin, beta Subunit, Human/metabolism , Cohort Studies , Female , Humans , London , Predictive Value of Tests , Pregnancy , Pregnancy, Ectopic/blood , Progesterone/metabolism , Prospective Studies , State Medicine
3.
Hum Reprod Open ; 2020(4): hoaa055, 2020.
Article in English | MEDLINE | ID: mdl-33354626

ABSTRACT

STUDY QUESTION: What recommendations can be provided to improve terminology for normal and ectopic pregnancy description on ultrasound? SUMMARY ANSWER: The present ESHRE document provides 17 consensus recommendations on how to describe normally sited and different types of ectopic pregnancies on ultrasound. WHAT IS KNOWN ALREADY: Current diagnostic criteria stipulate that each type of ectopic pregnancy can be defined by clear anatomical landmarks which facilitates reaching a correct diagnosis. However, a clear definition of normally sited pregnancies and a comprehensive classification of ectopic pregnancies are still lacking. STUDY DESIGN SIZE DURATION: A working group of members of the ESHRE Special Interest Group in Implantation and Early Pregnancy (SIG-IEP) and selected experts in ultrasound was formed in order to write recommendations on the classification of ectopic pregnancies. PARTICIPANTS/MATERIALS SETTING METHODS: The working group included nine members of different nationalities with internationally recognised experience in ultrasound and diagnosis of ectopic pregnancies on ultrasound. This document is developed according to the manual for development of ESHRE recommendations for good practice. The recommendations were discussed until consensus by the working group, supported by a survey among the members of the ESHRE SIG-IEP. MAIN RESULTS AND THE ROLE OF CHANCE: A clear definition of normally sited pregnancy on ultrasound scan is important to avoid misdiagnosis of uterine ectopic pregnancies. A comprehensive classification of ectopic pregnancy must include definitions and descriptions of each type of ectopic pregnancy. Only a classification which provides descriptions and diagnostic criteria for all possible locations of ectopic pregnancy would be fit for use in routine clinical practice. The working group formulated 17 recommendations on the diagnosis of the different types of ectopic pregnancies on ultrasound. In addition, for each of the types of ectopic pregnancy, a schematic representation and examples on 2D and 3D ultrasound are provided. LIMITATIONS REASONS FOR CAUTION: Owing to the limited evidence available, recommendations are mostly based on clinical and technical expertise. WIDER IMPLICATIONS OF THE FINDINGS: This document is expected to have a significant impact on clinical practice in ultrasound for early pregnancy. The development of this terminology will help to reduce the risk of misdiagnosis and inappropriate treatment. STUDY FUNDING/COMPETING INTERESTS: The meetings of the working group were funded by ESHRE. T.T. declares speakers' fees from GE Healthcare. The other authors declare that they have no conflict of interest. TRIAL REGISTRATION NUMBER: N/A. DISCLAIMER: This Good Practice Recommendations (GPR) document represents the views of ESHRE, which are the result of consensus between the relevant ESHRE stakeholders and where relevant based on the scientific evidence available at the time of preparation. ESHRE's GPRs should be used for informational and educational purposes. They should not be interpreted as setting a standard of care or be deemed inclusive of all proper methods of care nor exclusive of other methods of care reasonably directed to obtaining the same results. They do not replace the need for application of clinical judgement to each individual presentation, nor variations based on locality and facility type. Furthermore, ESHRE's GPRs do not constitute or imply the endorsement, recommendation or favouring of any of the included technologies by ESHRE.

5.
Hum Reprod Update ; 26(3): 356-367, 2020 04 15.
Article in English | MEDLINE | ID: mdl-32103270

ABSTRACT

BACKGROUND: Recurrent pregnancy loss (RPL) occurs in 1-3% of all couples trying to conceive. No consensus exists regarding when to perform testing for risk factors in couples with RPL. Some guidelines recommend testing if a patient has had two pregnancy losses whereas others advise to test after three losses. OBJECTIVE AND RATIONALE: The aim of this systematic review was to evaluate the current evidence on the prevalence of abnormal test results for RPL amongst patients with two versus three or more pregnancy losses. We also aimed to contribute to the debate regarding whether the investigations for RPL should take place after two or three or more pregnancy losses. SEARCH METHODS: Relevant studies were identified by a systematic search in OVID Medline and EMBASE from inception to March 2019. A search for RPL was combined with a broad search for terms indicative of number of pregnancy losses, screening/testing for pregnancy loss or the prevalence of known risk factors. Meta-analyses were performed in case of adequate clinical and statistical homogeneity. The quality of the studies was assessed using the Newcastle-Ottawa scale. OUTCOMES: From a total of 1985 identified publications, 21 were included in this systematic review and 19 were suitable for meta-analyses. For uterine abnormalities (seven studies, odds ratio (OR) 1.00, 95% CI 0.79-1.27, I2 = 0%) and for antiphospholipid syndrome (three studies, OR 1.04, 95% CI 0.86-1.25, I2 = 0%) we found low quality evidence for a lack of a difference in prevalence of abnormal test results between couples with two versus three or more pregnancy losses. We found insufficient evidence of a difference in prevalence of abnormal test results between couples with two versus three or more pregnancy losses for chromosomal abnormalities (10 studies, OR 0.78, 95% CI 0.55-1.10), inherited thrombophilia (five studies) and thyroid disorders (two studies, OR 0.52, 95% CI: 0.06-4.56). WIDER IMPLICATIONS: A difference in prevalence in uterine abnormalities and antiphospholipid syndrome is unlikely in women with two versus three pregnancy losses. We cannot exclude a difference in prevalence of chromosomal abnormalities, inherited thrombophilia and thyroid disorders following testing after two versus three pregnancy losses. The results of this systematic review may support investigations after two pregnancy losses in couples with RPL, but it should be stressed that additional studies of the prognostic value of test results used in the RPL population are urgently needed. An evidenced-based treatment is not currently available in the majority of cases when abnormal test results are present.


Subject(s)
Abortion, Habitual/etiology , Antiphospholipid Syndrome/diagnosis , Chromosome Aberrations , Thrombophilia/diagnosis , Thyroid Diseases/diagnosis , Urogenital Abnormalities/diagnosis , Uterus/abnormalities , Abortion, Habitual/diagnosis , Female , Fertilization , Humans , Pregnancy , Risk Factors
6.
Diagn Progn Res ; 1: 2, 2017.
Article in English | MEDLINE | ID: mdl-31093534

ABSTRACT

BACKGROUND: Risk models often perform poorly at external validation in terms of discrimination or calibration. Updating methods are needed to improve performance of multinomial logistic regression models for risk prediction. METHODS: We consider simple and more refined updating approaches to extend previously proposed methods for dichotomous outcomes. These include model recalibration (adjustment of intercept and/or slope), revision (re-estimation of individual model coefficients), and extension (revision with additional markers). We suggest a closed testing procedure to assist in deciding on the updating complexity. These methods are demonstrated on a case study of women with pregnancies of unknown location (PUL). A previously developed risk model predicts the probability that a PUL is a failed, intra-uterine, or ectopic pregnancy. We validated and updated this model on more recent patients from the development setting (temporal updating; n = 1422) and on patients from a different hospital (geographical updating; n = 873). Internal validation of updated models was performed through bootstrap resampling. RESULTS: Contrary to dichotomous models, we noted that recalibration can also affect discrimination for multinomial risk models. If the number of outcome categories is higher than the number of variables, logistic recalibration is obsolete because straightforward model refitting does not require the estimation of more parameters. Although recalibration strongly improved performance in the case study, the closed testing procedure selected model revision. Further, revision of functional form of continuous predictors had a positive effect on discrimination, whereas penalized estimation of changes in model coefficients was beneficial for calibration. CONCLUSIONS: Methods for updating of multinomial risk models are now available to improve predictions in new settings. A closed testing procedure is helpful to decide whether revision is preferred over recalibration. Because multicategory outcomes increase the number of parameters to be estimated, we recommend full model revision only when the sample size for each outcome category is large.

7.
Dev Med Child Neurol ; 59(2): 136-144, 2017 Feb.
Article in English | MEDLINE | ID: mdl-27900773

ABSTRACT

AIM: A systematic literature review of intravenous immunoglobulin (IVIG) treatment of paediatric neurological conditions was performed to summarize the evidence, provide recommendations, and suggest future research. METHOD: A MEDLINE search for articles reporting on IVIG treatment of paediatric neuroinflammatory, neurodevelopmental, and neurodegenerative conditions published before September 2015, excluding single case reports and those not in English. Owing to heterogeneous outcome measures, meta-analysis was not possible. Findings were combined and evidence graded. RESULTS: Sixty-five studies were analysed. IVIG reduces recovery time in Guillain-Barré syndrome (grade B). IVIG is as effective as corticosteroids in chronic inflammatory demyelinating polyradiculoneuropathy (grade C), and as effective as tacrolimus in Rasmussen syndrome (grade C). IVIG improves recovery in acute disseminated encephalomyelitis (grade C), reduces mortality in acute encephalitis syndrome with myocarditis (grade C), and improves function and stabilizes disease in myasthenia gravis (grade C). IVIG improves outcome in N-methyl-d-aspartate receptor encephalitis (grade C) and opsoclonus-myoclonus syndrome (grade C), reduces cataplexy symptoms in narcolepsy (grade C), speeds recovery in Sydenham chorea (grade C), reduces tics in selected cases of Tourette syndrome (grade D), and improves symptoms in paediatric autoimmune neuropsychiatric disorder associated with streptococcal infection (grade B). INTERPRETATION: IVIG is a useful therapy in selected neurological conditions. Well-designed, prospective, multi-centre studies with standardized outcome measures are required to compare treatments.


Subject(s)
Immunoglobulins/therapeutic use , Immunologic Factors/therapeutic use , Nervous System Diseases/therapy , Neurodevelopmental Disorders/therapy , Pediatrics , Humans , MEDLINE/statistics & numerical data
8.
Article in English | MEDLINE | ID: mdl-27532306

ABSTRACT

REVIEW QUESTION/OBJECTIVE: This qualitative review aims to gain an increased understanding of the factors that support (facilitators) and challenge (barriers) people who have dementia and live alone in being able to remain living in their own homes. The review will contribute to the development of a complex intervention, inform clinical practice and influence policy development for this population.Overarching review question: what are the barriers to, and facilitators for, people with a dementia who live alone being able to remain in their own homes? SUB-QUESTIONS: 1. What are the factors that support and/or challenge a person with dementia who lives alone?2. What are the barriers to, and facilitators for, people with a dementia who live alone being able to remain in their own homes from the perspective of people who have dementia and live alone?3. What are the barriers to, and facilitators for, people with dementia who live alone being able to remain in their own homes from the perspective of people who interact closely with this population, including family, and health and social care workers?


Subject(s)
Dementia , Independent Living , Nursing Homes , Health Personnel , Humans , Social Support , Systematic Reviews as Topic
12.
Gynecol Obstet Invest ; 77(1): 29-34, 2014.
Article in English | MEDLINE | ID: mdl-24217155

ABSTRACT

AIMS: To investigate whether a vaginal speculum examination (VSE) prior to a transvaginal scan (TVS) alters the diagnosis or management of women who complain of bleeding in early pregnancy. METHODS: A prospective study. Women were asked to describe their bleeding as heavy, moderate or light and to consent to VSE prior to TVS. TVS was performed to obtain a final diagnosis of pregnancy outcome. RESULTS: 221 consecutive women were included in the study. In 14.5% (n = 32) complaining of heavy bleeding, blood was seen in all but two VSE and 84% (n = 27) had a miscarriage diagnosed by TVS. Products of conception were removed in 18.8% (n = 6), but this did not alter the subsequent immediate management of any cases. 65.2% (n = 144) of women complained of light bleeding, blood was seen on VSE in 53% (n = 77). Of these women, 25% (n = 19) of those where blood was seen had a miscarriage, compared to 6% (n = 4) of women where blood was not seen. A cervical ectropion was visualised in 11.7% (n = 26) and 2.3% (n = 5) had a cervical polyp. No other clinically significant pathology was detected. CONCLUSION: The amount of bleeding reported by women in early pregnancy relates well with VSE findings. Performing a VSE did not alter the subsequent management of these patients. This study demonstrates that routine objective assessment of blood by a clinician performing VSE prior to a TVS is unnecessary.


Subject(s)
Hemorrhage/diagnosis , Pregnancy Complications/diagnosis , Vagina/pathology , Adolescent , Adult , Female , Hemorrhage/diagnostic imaging , Hemorrhage/pathology , Humans , Pregnancy , Pregnancy Complications/diagnostic imaging , Pregnancy Complications/pathology , Pregnancy Trimester, First , Prospective Studies , Surgical Instruments , Ultrasonography, Prenatal , Vagina/diagnostic imaging , Young Adult
13.
Eur J Obstet Gynecol Reprod Biol ; 168(2): 129-33, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23375906

ABSTRACT

An intramural ectopic is a rare type of ectopic pregnancy in which the gestational sac is implanted within the myometrium, separate from the endometrial cavity and Fallopian tubes. There are only 53 cases in the published literature. We report a case of intramural ectopic pregnancy treated surgically and review the published data on this rare type of ectopic pregnancy, with respect to aetiology, diagnosis and management.


Subject(s)
Pregnancy, Ectopic/physiopathology , Uterine Rupture/etiology , Abdominal Pain/etiology , Abortion, Therapeutic , Adult , Chorionic Gonadotropin/blood , Diagnosis, Differential , Female , Humans , Pregnancy , Pregnancy, Ectopic/blood , Pregnancy, Ectopic/diagnosis , Pregnancy, Ectopic/pathology , Pregnancy, Tubal/diagnosis , Treatment Outcome , Up-Regulation , Uterine Rupture/surgery , Uterus/pathology , Uterus/surgery
15.
Hum Reprod ; 28(1): 68-76, 2013 Jan.
Article in English | MEDLINE | ID: mdl-23111205

ABSTRACT

STUDY QUESTION: What is the performance of a simple scoring system to predict whether women will have an ongoing viable intrauterine pregnancy beyond the first trimester? SUMMARY ANSWER: A simple scoring system using demographic and initial ultrasound variables accurately predicts pregnancy viability beyond the first trimester with an area under the curve (AUC) in a receiver operating characteristic curve of 0.924 [95% confidence interval (CI) 0.900-0.947] on an independent test set. WHAT IS KNOWN ALREADY: Individual demographic and ultrasound factors, such as maternal age, vaginal bleeding and gestational sac size, are strong predictors of miscarriage. Previous mathematical models have combined individual risk factors with reasonable performance. A simple scoring system derived from a mathematical model that can be easily implemented in clinical practice has not previously been described for the prediction of ongoing viability. STUDY DESIGN, SIZE AND DURATION: This was a prospective observational study in a single early pregnancy assessment centre during a 9-month period. PARTICIPANTS/MATERIALS, SETTING AND METHODS: A cohort of 1881 consecutive women undergoing transvaginal ultrasound scan at a gestational age <84 days were included. Women were excluded if the first trimester outcome was not known. Demographic features, symptoms and ultrasound variables were tested for their influence on ongoing viability. Logistic regression was used to determine the influence on first trimester viability from demographics and symptoms alone, ultrasound findings alone and then from all the variables combined. Each model was developed on a training data set, and a simple scoring system was derived from this. This scoring system was tested on an independent test data set. MAIN RESULTS AND THE ROLE OF CHANCE: The final outcome based on a total of 1435 participants was an ongoing viable pregnancy in 885 (61.7%) and early pregnancy loss in 550 (38.3%) women. The scoring system using significant demographic variables alone (maternal age and amount of bleeding) to predict ongoing viability gave an AUC of 0.724 (95% CI = 0.692-0.756) in the training set and 0.729 (95% CI = 0.684-0.774) in the test set. The scoring system using significant ultrasound variables alone (mean gestation sac diameter, mean yolk sac diameter and the presence of fetal heart beat) gave an AUC of 0.873 (95% CI = 0.850-0.897) and 0.900 (95% CI = 0.871-0.928) in the training and the test sets, respectively. The final scoring system using demographic and ultrasound variables together gave an AUC of 0.901 (95% CI = 0.881-0.920) and 0.924 (CI = 0.900-0.947) in the training and the test sets, respectively. After defining the cut-off at which the sensitivity is 0.90 on the training set, this model performed with a sensitivity of 0.92, specificity of 0.73, positive predictive value of 84.7% and negative predictive value of 85.4% in the test set. LIMITATIONS, REASONS FOR CAUTION: BMI and smoking variables were a potential omission in the data collection and might further improve the model performance if included. A further limitation is the absence of information on either bleeding or pain in 18% of women. Caution should be exercised before implementation of this scoring system prior to further external validation studies WIDER IMPLICATIONS OF THE FINDINGS: This simple scoring system incorporates readily available data that are routinely collected in clinical practice and does not rely on complex data entry. As such it could, unlike most mathematical models, be easily incorporated into normal early pregnancy care, where women may appreciate an individualized calculation of the likelihood of ongoing pregnancy viability. STUDY FUNDING/COMPETING INTEREST(S): Research by V.V.B. supported by Research Council KUL: GOA MaNet, PFV/10/002 (OPTEC), several PhD/postdoc & fellow grants; IWT: TBM070706-IOTA3, PhD Grants; IBBT; Belgian Federal Science Policy Office: IUAP P7/(DYSCO, `Dynamical systems, control and optimization', 2012-2017). T.B. is supported by the Imperial Healthcare NHS Trust NIHR Biomedical Research Centre. TRIAL REGISTRATION NUMBER: Not applicable.


Subject(s)
Models, Biological , Pregnancy Complications/diagnostic imaging , Pregnancy Maintenance , Adolescent , Adult , Artificial Intelligence , Cohort Studies , Embryo Loss/epidemiology , Embryo Loss/etiology , Female , Humans , London/epidemiology , Pregnancy , Pregnancy Complications/physiopathology , Pregnancy Trimester, First , Prospective Studies , Risk , Sensitivity and Specificity , Severity of Illness Index , Ultrasonography, Prenatal , Young Adult
16.
Clin Obstet Gynecol ; 55(2): 395-401, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22510620

ABSTRACT

The majority of ectopic pregnancies can be diagnosed on transvaginal scan before treatment. Diagnosis should be based on positive visualization of an ectopic pregnancy rather the inability to visualize an intrauterine pregnancy. The majority of ectopic pregnancies will be visible on the initial transvaginal scan performed. Those who do not have their ectopic pregnancies visualized on the first examination will be initially classified as having a pregnancy of unknown location. They will then need follow-up until a diagnosis of ectopic pregnancy is confirmed. This review discusses the use of ultrasound in the diagnosis of ectopic pregnancy and the specific criteria for diagnosis of the different types of ectopic pregnancy.


Subject(s)
Pregnancy, Ectopic/diagnosis , Adnexa Uteri/diagnostic imaging , Cesarean Section/adverse effects , Cicatrix/diagnostic imaging , Douglas' Pouch/diagnostic imaging , Female , Hemoperitoneum/diagnostic imaging , Humans , Peritoneal Cavity/diagnostic imaging , Pregnancy , Ultrasonography , Uterus/diagnostic imaging
17.
Artif Intell Med ; 54(2): 103-14, 2012 Feb.
Article in English | MEDLINE | ID: mdl-22134094

ABSTRACT

OBJECTIVE: Despite the rise of high-throughput technologies, clinical data such as age, gender and medical history guide clinical management for most diseases and examinations. To improve clinical management, available patient information should be fully exploited. This requires appropriate modeling of relevant parameters. METHODS: When kernel methods are used, traditional kernel functions such as the linear kernel are often applied to the set of clinical parameters. These kernel functions, however, have their disadvantages due to the specific characteristics of clinical data, being a mix of variable types with each variable its own range. We propose a new kernel function specifically adapted to the characteristics of clinical data. RESULTS: The clinical kernel function provides a better representation of patients' similarity by equalizing the influence of all variables and taking into account the range r of the variables. Moreover, it is robust with respect to changes in r. Incorporated in a least squares support vector machine, the new kernel function results in significantly improved diagnosis, prognosis and prediction of therapy response. This is illustrated on four clinical data sets within gynecology, with an average increase in test area under the ROC curve (AUC) of 0.023, 0.021, 0.122 and 0.019, respectively. Moreover, when combining clinical parameters and expression data in three case studies on breast cancer, results improved overall with use of the new kernel function and when considering both data types in a weighted fashion, with a larger weight assigned to the clinical parameters. The increase in AUC with respect to a standard kernel function and/or unweighted data combination was maximum 0.127, 0.042 and 0.118 for the three case studies. CONCLUSION: For clinical data consisting of variables of different types, the proposed kernel function--which takes into account the type and range of each variable--has shown to be a better alternative for linear and non-linear classification problems.


Subject(s)
Artificial Intelligence , Data Mining/methods , Decision Support Systems, Clinical , Decision Support Techniques , Medical Records Systems, Computerized , Support Vector Machine , Adult , Age Factors , Aged , Aged, 80 and over , Area Under Curve , Biostatistics , Breast Neoplasms/diagnosis , Breast Neoplasms/therapy , Female , Gynecology , Humans , Least-Squares Analysis , Linear Models , Middle Aged , Nonlinear Dynamics , Pregnancy , Prognosis , Young Adult
19.
Acta Obstet Gynecol Scand ; 90(3): 264-72, 2011 Mar.
Article in English | MEDLINE | ID: mdl-21306315

ABSTRACT

OBJECTIVE: To identify variables that can be used to select women with an ectopic pregnancy for expectant or medical management with systemic methotrexate. DESIGN: Cohort study. SETTING: Early Pregnancy Unit of a London teaching hospital. POPULATION: Women with a tubal ectopic pregnancy managed non-surgically. METHODS: The diagnosis of tubal ectopic pregnancy was made using transvaginal sonography. Human chorionic gonadotrophin (hCG) levels had to be taken at 0 hour and 48 hours pre-treatment. Other recorded variables include presenting complaints, gestational age, progesterone levels, size of the ectopic mass and appearance of the ectopic on transvaginal sonography. Women were followed up until the outcome (success or failure) of management was known. MAIN OUTCOME MEASURES: Univariable analysis was performed to identify the variables associated with successful management using area under curves and relative risks. RESULTS: Thirty-nine women underwent expectant management (overall success rate 71.8%) and 42 had medical management (overall success rate 76.2%). The pre-treatment hCG ratio (hCG 48 hours/hCG 0 hour) was related to the failure of both expectant (area under curve 0.86, 95% CI 0.67-0.94) and medical (area under curve 0.79, 95% CI 0.58-0.90) management. History of ectopic pregnancy was related to failure of expectant management only (relative risk 0.46, 95% CI 0.16-0.92). CONCLUSIONS: The most important variable for predicting the likelihood of successful non-surgical management was the pre-treatment hCG ratio. New studies are required to validate the use of this variable and of history of ectopic pregnancy to predict the likelihood of successful non-surgical management in clinical practice.


Subject(s)
Chorionic Gonadotropin, beta Subunit, Human/blood , Methotrexate/therapeutic use , Pregnancy, Ectopic/blood , Pregnancy, Ectopic/drug therapy , Prenatal Care/methods , Abortion, Spontaneous/epidemiology , Adult , Area Under Curve , Biomarkers/blood , Cohort Studies , Comorbidity , Female , Humans , London/epidemiology , Pregnancy , Pregnancy, Ectopic/diagnostic imaging , Pregnancy, Ectopic/epidemiology , Prognosis , Ultrasonography , Young Adult
20.
Fertil Steril ; 95(3): 857-66, 2011 Mar 01.
Article in English | MEDLINE | ID: mdl-20947073

ABSTRACT

OBJECTIVE: To improve the interpretation of future studies in women who are initially diagnosed with a pregnancy of unknown location (PUL), we propose a consensus statement with definitions of population, target disease, and final outcome. DESIGN: A review of literature and a series of collaborative international meetings were used to develop a consensus for definitions and final outcomes of women initially diagnosed with a PUL. RESULT(S): Global differences were noted in populations studied and in the definitions of outcomes. We propose to define initial ultrasound classification of findings into five categories: definite ectopic pregnancy (EP), probable EP, PUL, probable intrauterine pregnancy (IUP), and definite IUP. Patients with a PUL should be followed and final outcomes should be categorized as visualized EP, visualized IUP, spontaneously resolved PUL, and persisting PUL. Those with the transient condition of a persisting PUL should ultimately be classified as nonvisualized EP, treated persistent PUL, resolved persistent PUL, or histologic IUP. These specific categories can be used to characterize the natural history or location (intrauterine vs. extrauterine) of any early gestation where the initial location is unknown. CONCLUSION(S): Careful definition of populations and classification of outcomes should optimize objective interpretation of research, allow objective assessment of future reproductive prognosis, and hopefully lead to improved clinical care of women initially identified to have a PUL.


Subject(s)
Consensus , Pregnancy, Ectopic/diagnostic imaging , Pregnancy, Ectopic/mortality , Terminology as Topic , Ultrasonography, Prenatal/standards , Female , Global Health , Humans , Pregnancy , Risk Factors
SELECTION OF CITATIONS
SEARCH DETAIL
...